The problem of private learning has been extensively studied in classical computer science. Notably, a striking equivalence between local differentially private learning and statistical query learning has been shown. In addition, the statistical query model has been recently extended to quantum computation. In this work, we give a formal definition of quantum local differential privacy and we extend the aforementioned result to quantum computation.